Merge remote changes and resolve conflicts - keeping local project files

.gitattributes

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+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text

Synthetic data.py

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+import json
+import random
+from pathlib import Path
+
+random.seed(0)
+
+# Simple package + version catalog
+PKG_VERSIONS = {
+    "numpy": ["1.21.0", "1.22.0", "1.23.5"],
+    "pandas": ["1.3.5", "1.4.4", "2.0.3"],
+    "scipy": ["1.7.3", "1.8.1", "1.10.0"],
+    "scikit-learn": ["0.24.2", "1.0.2", "1.2.2"],
+    "torch": ["1.8.0", "1.13.1", "2.1.0"],
+    "torchvision": ["0.9.0", "0.14.1", "0.16.0"],
+    "torchaudio": ["0.8.0", "0.13.1", "2.1.0"],
+    "pytorch-lightning": ["1.5.0", "2.0.0", "2.2.0"],
+    "tensorflow": ["1.15.0", "2.9.0", "2.15.0"],
+    "keras": ["2.4.0", "2.9.0", "3.0.0"],
+    "jax": ["0.3.25", "0.4.13"],
+    "flax": ["0.5.1", "0.7.2"],
+    "fastapi": ["0.78.0", "0.99.0"],
+    "uvicorn[standard]": ["0.17.6", "0.23.2"],
+    "starlette": ["0.19.1", "0.27.0"],
+    "pydantic": ["1.10.13", "2.3.0"],
+    "sqlalchemy": ["1.4.46", "2.0.20"],
+    "alembic": ["1.7.7", "1.12.0"],
+    "psycopg2-binary": ["2.9.3"],
+    "requests": ["2.27.1", "2.31.0"],
+    "httpx": ["0.23.0", "0.25.1"],
+    "beautifulsoup4": ["4.10.0", "4.12.2"],
+    "scrapy": ["2.5.1", "2.9.0"],
+    "opencv-python": ["4.5.5.64", "4.8.0.76"],
+    "pillow": ["9.0.1", "10.0.0"],
+    "matplotlib": ["3.5.1", "3.7.2"],
+    "seaborn": ["0.11.2", "0.13.0"],
+    "plotly": ["5.6.0", "5.17.0"],
+    "langchain": ["0.0.350", "0.1.0"],
+    "openai": ["0.28.0", "1.6.0"],
+    "tiktoken": ["0.5.1"],
+    "chromadb": ["0.4.8", "0.4.23"],
+    "weaviate-client": ["3.21.0"],
+    "redis": ["4.3.4", "5.0.1"],
+    "celery": ["5.2.7", "5.3.4"],
+    "gunicorn": ["20.1.0"],
+    "uvloop": ["0.17.0"],
+}
+
+PKG_NAMES = list(PKG_VERSIONS.keys())
+
+
+def make_requirements(num_lines: int, force_conflict: bool = False):
+    """
+    Create one synthetic requirements.txt-style env.
+    Some are valid, some invalid.
+    """
+    chosen = random.sample(PKG_NAMES, num_lines)
+    req_lines = []
+    pinned_versions = {}
+
+    # Basic random env
+    for pkg in chosen:
+        ver = random.choice(PKG_VERSIONS[pkg])
+        pinned_versions[pkg] = ver
+        # Sometimes no exact pin
+        if random.random() < 0.2:
+            line = pkg
+        else:
+            line = f"{pkg}=={ver}"
+        req_lines.append(line)
+
+    label = "valid"
+    conflict_reason = None
+
+    # Rule 1: torch & pytorch-lightning conflict
+    # synthetic rule: torch<2.0 with pl>=2.0 is "invalid"
+    if "torch" in pinned_versions and "pytorch-lightning" in pinned_versions:
+        tver = pinned_versions["torch"]
+        plver = pinned_versions["pytorch-lightning"]
+        if force_conflict or (random.random() < 0.5 and tver.startswith("1.") and plver.startswith("2.")):
+            # enforce explicit problematic pins
+            for i, line in enumerate(req_lines):
+                if line.startswith("torch"):
+                    req_lines[i] = "torch==1.8.0"
+                if line.startswith("pytorch-lightning"):
+                    req_lines[i] = "pytorch-lightning==2.2.0"
+            label = "invalid"
+            conflict_reason = "pytorch-lightning>=2.0 is assumed to require torch>=2.0 but torch==1.8.0 is pinned."
+
+    # Rule 2: tensorflow 1.15 with keras 3.0
+    if label == "valid" and "tensorflow" in pinned_versions and "keras" in pinned_versions:
+        tver = pinned_versions["tensorflow"]
+        kver = pinned_versions["keras"]
+        if force_conflict or (random.random() < 0.5 and tver.startswith("1.") and kver.startswith("3.")):
+            for i, line in enumerate(req_lines):
+                if line.startswith("tensorflow"):
+                    req_lines[i] = "tensorflow==1.15.0"
+                if line.startswith("keras"):
+                    req_lines[i] = "keras==3.0.0"
+            label = "invalid"
+            conflict_reason = "keras==3.0.0 is assumed to require TensorFlow 2.x but tensorflow==1.15.0 is pinned."
+
+    # Rule 3: old fastapi with pydantic v2
+    if label == "valid" and "fastapi" in pinned_versions and "pydantic" in pinned_versions:
+        fver = pinned_versions["fastapi"]
+        pver = pinned_versions["pydantic"]
+        # synthetic rule: fastapi 0.78 with pydantic 2.x is invalid
+        if force_conflict or (random.random() < 0.5 and fver.startswith("0.78") and pver.startswith("2.")):
+            for i, line in enumerate(req_lines):
+                if line.startswith("fastapi"):
+                    req_lines[i] = "fastapi==0.78.0"
+                if line.startswith("pydantic"):
+                    req_lines[i] = "pydantic==2.3.0"
+            label = "invalid"
+            conflict_reason = "fastapi==0.78.0 is assumed to require pydantic v1, but pydantic==2.3.0 is pinned."
+
+    # Rule 4: generic conflict – same package pinned twice to different versions
+    if label == "valid" and force_conflict:
+        pkg = chosen[0]
+        existing_ver = pinned_versions[pkg]
+        alt_candidates = [v for v in PKG_VERSIONS[pkg] if v != existing_ver]
+        if alt_candidates:
+            alt_ver = random.choice(alt_candidates)
+        else:
+            alt_ver = existing_ver
+        req_lines.append(f"{pkg}=={alt_ver}")
+        label = "invalid"
+        conflict_reason = f"{pkg} is pinned to multiple incompatible versions."
+
+    return "\n".join(req_lines), label, conflict_reason
+
+
+def generate_dataset(n_samples: int = 100):
+    samples = []
+    for i in range(n_samples):
+        num_lines = random.randint(4, 10)
+        # roughly half forced invalid
+        force_conflict = (i % 2 == 1)
+        req_str, label, reason = make_requirements(num_lines, force_conflict=force_conflict)
+        samples.append(
+            {
+                "id": i + 1,
+                "requirements": req_str,
+                "label": label,
+                "conflict_reason": reason,
+            }
+        )
+    return samples
+
+
+if __name__ == "__main__":
+    samples = generate_dataset(n_samples=120)  # 120 just to be safe for "at least 100"
+
+    out_path = Path("synthetic_requirements_dataset.json")
+    out_path.write_text(json.dumps(samples, indent=2))
+    print(f"Wrote {len(samples)} samples to {out_path.resolve()}")
+
+    # Optional: also write each requirements.txt separately
+    base_dir = Path("synthetic_requirements_txt")
+    base_dir.mkdir(exist_ok=True)
+    for s in samples:
+        fname = base_dir / f"requirements_{s['id']:03d}_{s['label']}.txt"
+        fname.write_text(s["requirements"])

synthetic_requirements_dataset.json

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+[
+  {
+    "id": 1,
+    "requirements": "pillow==10.0.0\nseaborn==0.13.0\nscipy==1.7.3\nsqlalchemy\nweaviate-client==3.21.0\nchromadb==0.4.23\nfastapi==0.78.0\nopenai==0.28.0\nmatplotlib==3.7.2\ngunicorn==20.1.0",
+    "label": "valid",
+    "conflict_reason": null
+  },
+  {
+    "id": 2,
+    "requirements": "uvicorn[standard]\ngunicorn==20.1.0\ntiktoken==0.5.1\nlangchain==0.1.0\nsqlalchemy==2.0.20\nscikit-learn\nuvicorn[standard]==0.23.2",
+    "label": "invalid",
+    "conflict_reason": "uvicorn[standard] is pinned to multiple incompatible versions."
+  },
+  {
+    "id": 3,
+    "requirements": "keras==3.0.0\ncelery\nlangchain==0.1.0\ntorchvision==0.16.0\nhttpx==0.23.0",
+    "label": "valid",
+    "conflict_reason": null
+  },
+  {
+    "id": 4,
+    "requirements": "gunicorn\npsycopg2-binary\nlangchain==0.1.0\ntorchvision==0.9.0\npillow==9.0.1\nhttpx==0.23.0\nuvloop==0.17.0\npytorch-lightning==2.2.0\ngunicorn==20.1.0",
+    "label": "invalid",
+    "conflict_reason": "gunicorn is pinned to multiple incompatible versions."
+  },
+  {
+    "id": 5,
+    "requirements": "pydantic\nuvicorn[standard]==0.17.6\nseaborn==0.13.0\nalembic\nlangchain\nchromadb==0.4.8\nbeautifulsoup4==4.10.0\nhttpx\nscrapy==2.5.1\nmatplotlib",
+    "label": "valid",
+    "conflict_reason": null
+  },
+  {
+    "id": 6,
+    "requirements": "celery==5.3.4\ntorch==1.8.0\npandas\npytorch-lightning==2.2.0\nfastapi==0.99.0\nredis==4.3.4\nweaviate-client==3.21.0\nscipy",
+    "label": "invalid",
+    "conflict_reason": "pytorch-lightning>=2.0 is assumed to require torch>=2.0 but torch==1.8.0 is pinned."
+  },
+  {
+    "id": 7,
+    "requirements": "torch\nstarlette\nuvloop==0.17.0\nrequests\nscrapy==2.9.0\nplotly==5.17.0",
+    "label": "valid",
+    "conflict_reason": null
+  },
+  {
+    "id": 8,
+    "requirements": "jax==0.3.25\nuvicorn[standard]==0.23.2\nscikit-learn==0.24.2\nuvloop==0.17.0\nredis==5.0.1\nbeautifulsoup4==4.12.2\nsqlalchemy\ntensorflow\njax==0.4.13",
+    "label": "invalid",
+    "conflict_reason": "jax is pinned to multiple incompatible versions."
+  },
+  {
+    "id": 9,
+    "requirements": "scipy==1.8.1\ncelery==5.3.4\nalembic==1.7.7\ntensorflow==2.9.0\npydantic\ntiktoken==0.5.1",
+    "label": "valid",
+    "conflict_reason": null
+  },
+  {
+    "id": 10,
+    "requirements": "pydantic\nstarlette==0.27.0\nlangchain\npillow==9.0.1\nuvloop==0.17.0\npydantic==1.10.13",
+    "label": "invalid",
+    "conflict_reason": "pydantic is pinned to multiple incompatible versions."
+  },
+  {
+    "id": 11,
+    "requirements": "numpy\nscipy==1.10.0\nchromadb==0.4.8\nhttpx==0.25.1\nrequests==2.31.0\nopenai\npandas==1.3.5\nmatplotlib",
+    "label": "valid",
+    "conflict_reason": null
+  },
+  {
+    "id": 12,
+    "requirements": "fastapi==0.99.0\nrequests==2.27.1\nalembic==1.12.0\nflax==0.5.1\ntorchaudio==0.8.0\ntiktoken\nplotly==5.6.0\nopenai\nfastapi==0.78.0",
+    "label": "invalid",
+    "conflict_reason": "fastapi is pinned to multiple incompatible versions."
+  },
+  {
+    "id": 13,
+    "requirements": "sqlalchemy==2.0.20\ngunicorn==20.1.0\nhttpx==0.23.0\nopencv-python\nscipy==1.7.3\nchromadb==0.4.23\nscrapy==2.5.1\ncelery\nlangchain",
+    "label": "valid",
+    "conflict_reason": null
+  },
+  {
+    "id": 14,
+    "requirements": "psycopg2-binary==2.9.3\nopencv-python\nmatplotlib==3.5.1\ntensorflow==2.9.0\nuvloop\npytorch-lightning==2.0.0\npydantic\ngunicorn==20.1.0\npsycopg2-binary==2.9.3",
+    "label": "invalid",
+    "conflict_reason": "psycopg2-binary is pinned to multiple incompatible versions."
+  },
+  {
+    "id": 15,
+    "requirements": "scipy\nrequests\nbeautifulsoup4\nkeras\njax==0.4.13\npillow==10.0.0\nmatplotlib==3.5.1",
+    "label": "valid",
+    "conflict_reason": null
+  },
+  {
+    "id": 16,
+    "requirements": "starlette\nsqlalchemy==1.4.46\njax==0.4.13\nplotly\nfastapi==0.99.0\nscrapy==2.5.1\nstarlette==0.27.0",
+    "label": "invalid",
+    "conflict_reason": "starlette is pinned to multiple incompatible versions."
+  },
+  {
+    "id": 17,
+    "requirements": "keras\ntorchaudio==2.1.0\nfastapi==0.78.0\nopenai==1.6.0\npillow==10.0.0\nopencv-python==4.8.0.76\nalembic==1.12.0\nseaborn==0.11.2",
+    "label": "valid",
+    "conflict_reason": null
+  },
+  {
+    "id": 18,
+    "requirements": "numpy==1.21.0\nbeautifulsoup4==4.10.0\nhttpx==0.25.1\nscipy\nredis==4.3.4\nnumpy==1.22.0",
+    "label": "invalid",
+    "conflict_reason": "numpy is pinned to multiple incompatible versions."
+  },
+  {
+    "id": 19,
+    "requirements": "starlette==0.19.1\ntensorflow==2.9.0\nscipy==1.7.3\nrequests==2.31.0",
+    "label": "valid",
+    "conflict_reason": null
+  },
+  {
+    "id": 20,
+    "requirements": "pillow==9.0.1\nredis==5.0.1\nweaviate-client==3.21.0\nscipy==1.8.1\ntorchvision==0.9.0\ntorch==1.8.0\nopencv-python==4.5.5.64\nuvicorn[standard]==0.23.2\npillow==10.0.0",
+    "label": "invalid",
+    "conflict_reason": "pillow is pinned to multiple incompatible versions."
+  },
+  {
+    "id": 21,
+    "requirements": "torch\nchromadb==0.4.8\nsqlalchemy\nrequests==2.27.1\nseaborn==0.11.2\npillow==9.0.1",
+    "label": "valid",
+    "conflict_reason": null
+  },
+  {
+    "id": 22,
+    "requirements": "scrapy\nseaborn==0.13.0\nscipy\nopenai==0.28.0\npillow==9.0.1\nscrapy==2.5.1",
+    "label": "invalid",
+    "conflict_reason": "scrapy is pinned to multiple incompatible versions."
+  },
+  {
+    "id": 23,
+    "requirements": "pillow==10.0.0\nchromadb==0.4.23\npytorch-lightning==1.5.0\nscikit-learn==1.0.2\nopenai==0.28.0",
+    "label": "valid",
+    "conflict_reason": null
+  },
+  {
+    "id": 24,
+    "requirements": "fastapi==0.78.0\nscipy==1.7.3\nmatplotlib==3.5.1\nlangchain==0.0.350\nopencv-python==4.8.0.76\nuvloop\nstarlette==0.27.0\nflax==0.5.1\ncelery==5.2.7\nhttpx==0.23.0\nfastapi==0.99.0",
+    "label": "invalid",
+    "conflict_reason": "fastapi is pinned to multiple incompatible versions."
+  },
+  {
+    "id": 25,
+    "requirements": "langchain\nplotly==5.6.0\nseaborn\npandas==1.3.5\nchromadb==0.4.8\nhttpx==0.23.0\nopencv-python==4.5.5.64\ntensorflow==2.15.0\nscipy==1.7.3\nflax==0.7.2",
+    "label": "valid",
+    "conflict_reason": null
+  },
+  {
+    "id": 26,
+    "requirements": "starlette==0.19.1\nkeras==3.0.0\nflax\nopenai==0.28.0\nstarlette==0.27.0",
+    "label": "invalid",
+    "conflict_reason": "starlette is pinned to multiple incompatible versions."
+  },
+  {
+    "id": 27,
+    "requirements": "psycopg2-binary\ngunicorn==20.1.0\nhttpx==0.23.0\nflax==0.5.1\ntorchvision==0.9.0\ntorchaudio==0.13.1",
+    "label": "valid",
+    "conflict_reason": null
+  },
+  {
+    "id": 28,
+    "requirements": "tensorflow==1.15.0\npandas==2.0.3\nmatplotlib\ntorch==1.13.1\nredis==4.3.4\nuvloop==0.17.0\nuvicorn[standard]==0.23.2\nkeras==3.0.0\nalembic\ntiktoken==0.5.1",
+    "label": "invalid",
+    "conflict_reason": "keras==3.0.0 is assumed to require TensorFlow 2.x but tensorflow==1.15.0 is pinned."
+  },
+  {
+    "id": 29,
+    "requirements": "pytorch-lightning==2.0.0\ngunicorn==20.1.0\nkeras==2.9.0\nlangchain==0.0.350\nmatplotlib==3.5.1\nflax==0.5.1",
+    "label": "valid",
+    "conflict_reason": null
+  },
+  {
+    "id": 30,
+    "requirements": "langchain==0.0.350\nopenai\nnumpy==1.22.0\nuvicorn[standard]==0.17.6\nrequests==2.31.0\npytorch-lightning\npillow\nhttpx==0.25.1\nkeras==3.0.0\nalembic\nlangchain==0.1.0",
+    "label": "invalid",
+    "conflict_reason": "langchain is pinned to multiple incompatible versions."
+  },
+  {
+    "id": 31,
+    "requirements": "psycopg2-binary==2.9.3\nfastapi==0.78.0\ntorchvision==0.9.0\nscipy\ntorch==1.13.1\nsqlalchemy==1.4.46",
+    "label": "valid",
+    "conflict_reason": null
+  },
+  {
+    "id": 32,
+    "requirements": "uvicorn[standard]\ncelery==5.2.7\ntorchaudio==2.1.0\nseaborn==0.13.0\nmatplotlib==3.7.2\nalembic==1.7.7\nkeras==3.0.0\nstarlette==0.27.0\nflax==0.5.1\nuvicorn[standard]==0.23.2",
+    "label": "invalid",
+    "conflict_reason": "uvicorn[standard] is pinned to multiple incompatible versions."
+  },
+  {
+    "id": 33,
+    "requirements": "chromadb==0.4.8\nscikit-learn==0.24.2\nuvicorn[standard]\npandas\nscrapy==2.5.1\ntiktoken==0.5.1\nfastapi\nlangchain\nnumpy==1.22.0",
+    "label": "valid",
+    "conflict_reason": null
+  },
+  {
+    "id": 34,
+    "requirements": "pillow==10.0.0\njax==0.3.25\nbeautifulsoup4==4.10.0\nseaborn==0.11.2\nplotly==5.17.0\nkeras==2.9.0\npillow==9.0.1",
+    "label": "invalid",
+    "conflict_reason": "pillow is pinned to multiple incompatible versions."
+  },
+  {
+    "id": 35,
+    "requirements": "fastapi==0.78.0\nlangchain==0.0.350\nuvicorn[standard]==0.23.2\nscikit-learn==1.2.2\npillow==10.0.0\nscipy==1.8.1\npytorch-lightning==1.5.0\nhttpx==0.25.1\nchromadb==0.4.23\nplotly==5.17.0",
+    "label": "valid",
+    "conflict_reason": null
+  },
+  {
+    "id": 36,
+    "requirements": "scipy==1.8.1\nuvloop\nscikit-learn==1.0.2\njax==0.4.13\nscrapy==2.5.1\nnumpy==1.22.0\nscipy==1.7.3",
+    "label": "invalid",
+    "conflict_reason": "scipy is pinned to multiple incompatible versions."
+  },
+  {
+    "id": 37,
+    "requirements": "httpx\nuvloop\ncelery==5.2.7\nopenai==1.6.0\ngunicorn==20.1.0\nsqlalchemy==2.0.20\nnumpy\nchromadb\npandas==1.4.4\ntorchaudio==0.8.0",
+    "label": "valid",
+    "conflict_reason": null
+  },
+  {
+    "id": 38,
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+    "requirements": "weaviate-client==3.21.0\nsqlalchemy==1.4.46\ngunicorn==20.1.0\nmatplotlib==3.5.1",
+    "label": "valid",
+    "conflict_reason": null
+  },
+  {
+    "id": 106,
+    "requirements": "flax==0.7.2\ntiktoken==0.5.1\npsycopg2-binary\ntorchaudio\nflax==0.5.1",
+    "label": "invalid",
+    "conflict_reason": "flax is pinned to multiple incompatible versions."
+  },
+  {
+    "id": 107,
+    "requirements": "seaborn==0.13.0\npillow\ntiktoken==0.5.1\npandas==2.0.3",
+    "label": "valid",
+    "conflict_reason": null
+  },
+  {
+    "id": 108,
+    "requirements": "uvicorn[standard]\nseaborn==0.13.0\npandas\nscikit-learn==1.0.2\nuvicorn[standard]==0.17.6",
+    "label": "invalid",
+    "conflict_reason": "uvicorn[standard] is pinned to multiple incompatible versions."
+  },
+  {
+    "id": 109,
+    "requirements": "tensorflow==1.15.0\nuvicorn[standard]==0.17.6\njax==0.3.25\ntorchvision==0.9.0\ntiktoken\npsycopg2-binary==2.9.3\nuvloop==0.17.0\nweaviate-client==3.21.0",
+    "label": "valid",
+    "conflict_reason": null
+  },
+  {
+    "id": 110,
+    "requirements": "httpx==0.23.0\nkeras==2.9.0\nbeautifulsoup4==4.12.2\ntorch\nhttpx==0.25.1",
+    "label": "invalid",
+    "conflict_reason": "httpx is pinned to multiple incompatible versions."
+  },
+  {
+    "id": 111,
+    "requirements": "pillow\nmatplotlib==3.7.2\ncelery\ntiktoken\nplotly==5.6.0\ntorch\nopenai==0.28.0",
+    "label": "valid",
+    "conflict_reason": null
+  },
+  {
+    "id": 112,
+    "requirements": "requests==2.27.1\nscrapy==2.5.1\ntiktoken==0.5.1\nmatplotlib==3.5.1\nhttpx==0.23.0\nopenai==1.6.0\nsqlalchemy==1.4.46\nflax==0.5.1\nrequests==2.31.0",
+    "label": "invalid",
+    "conflict_reason": "requests is pinned to multiple incompatible versions."
+  },
+  {
+    "id": 113,
+    "requirements": "opencv-python==4.8.0.76\nflax\nbeautifulsoup4==4.10.0\nalembic==1.12.0",
+    "label": "valid",
+    "conflict_reason": null
+  },
+  {
+    "id": 114,
+    "requirements": "jax==0.4.13\nscipy==1.10.0\ntiktoken==0.5.1\nredis==4.3.4\nuvloop==0.17.0\npillow==10.0.0\njax==0.3.25",
+    "label": "invalid",
+    "conflict_reason": "jax is pinned to multiple incompatible versions."
+  },
+  {
+    "id": 115,
+    "requirements": "plotly==5.17.0\nmatplotlib==3.7.2\npydantic==1.10.13\nopencv-python==4.5.5.64\npillow==9.0.1\npsycopg2-binary==2.9.3\npytorch-lightning==2.2.0\ntorchaudio",
+    "label": "valid",
+    "conflict_reason": null
+  },
+  {
+    "id": 116,
+    "requirements": "tiktoken==0.5.1\nuvicorn[standard]==0.23.2\nflax==0.5.1\nscrapy==2.9.0\npydantic\ntorchvision==0.9.0\nalembic==1.7.7\ntiktoken==0.5.1",
+    "label": "invalid",
+    "conflict_reason": "tiktoken is pinned to multiple incompatible versions."
+  },
+  {
+    "id": 117,
+    "requirements": "torchvision==0.14.1\nsqlalchemy\nweaviate-client==3.21.0\npsycopg2-binary==2.9.3\nchromadb==0.4.23\nseaborn==0.13.0\ncelery==5.3.4",
+    "label": "valid",
+    "conflict_reason": null
+  },
+  {
+    "id": 118,
+    "requirements": "opencv-python==4.8.0.76\nstarlette==0.19.1\ntorchvision\ncelery==5.2.7\nredis\npandas==2.0.3\nplotly==5.6.0\nopencv-python==4.5.5.64",
+    "label": "invalid",
+    "conflict_reason": "opencv-python is pinned to multiple incompatible versions."
+  },
+  {
+    "id": 119,
+    "requirements": "psycopg2-binary==2.9.3\njax\nflax==0.7.2\nstarlette==0.19.1\ntensorflow==2.15.0\nweaviate-client",
+    "label": "valid",
+    "conflict_reason": null
+  },
+  {
+    "id": 120,
+    "requirements": "pandas==2.0.3\nscrapy==2.9.0\ncelery\ntiktoken==0.5.1\ntensorflow==2.15.0\nalembic==1.7.7\nscipy==1.7.3\nlangchain==0.0.350\npandas==1.3.5",
+    "label": "invalid",
+    "conflict_reason": "pandas is pinned to multiple incompatible versions."
+  }
+]

synthetic_requirements_txt/requirements_001_valid.txt

@@ -0,0 +1,10 @@
+pillow==10.0.0
+seaborn==0.13.0
+scipy==1.7.3
+sqlalchemy
+weaviate-client==3.21.0
+chromadb==0.4.23
+fastapi==0.78.0
+openai==0.28.0
+matplotlib==3.7.2
+gunicorn==20.1.0

synthetic_requirements_txt/requirements_002_invalid.txt

@@ -0,0 +1,7 @@
+uvicorn[standard]
+gunicorn==20.1.0
+tiktoken==0.5.1
+langchain==0.1.0
+sqlalchemy==2.0.20
+scikit-learn
+uvicorn[standard]==0.23.2

synthetic_requirements_txt/requirements_003_valid.txt

@@ -0,0 +1,5 @@
+keras==3.0.0
+celery
+langchain==0.1.0
+torchvision==0.16.0
+httpx==0.23.0

synthetic_requirements_txt/requirements_004_invalid.txt

@@ -0,0 +1,9 @@
+gunicorn
+psycopg2-binary
+langchain==0.1.0
+torchvision==0.9.0
+pillow==9.0.1
+httpx==0.23.0
+uvloop==0.17.0
+pytorch-lightning==2.2.0
+gunicorn==20.1.0

synthetic_requirements_txt/requirements_005_valid.txt

@@ -0,0 +1,10 @@
+pydantic
+uvicorn[standard]==0.17.6
+seaborn==0.13.0
+alembic
+langchain
+chromadb==0.4.8
+beautifulsoup4==4.10.0
+httpx
+scrapy==2.5.1
+matplotlib

synthetic_requirements_txt/requirements_006_invalid.txt

@@ -0,0 +1,8 @@
+celery==5.3.4
+torch==1.8.0
+pandas
+pytorch-lightning==2.2.0
+fastapi==0.99.0
+redis==4.3.4
+weaviate-client==3.21.0
+scipy

synthetic_requirements_txt/requirements_007_valid.txt

@@ -0,0 +1,6 @@
+torch
+starlette
+uvloop==0.17.0
+requests
+scrapy==2.9.0
+plotly==5.17.0

synthetic_requirements_txt/requirements_008_invalid.txt

@@ -0,0 +1,9 @@
+jax==0.3.25
+uvicorn[standard]==0.23.2
+scikit-learn==0.24.2
+uvloop==0.17.0
+redis==5.0.1
+beautifulsoup4==4.12.2
+sqlalchemy
+tensorflow
+jax==0.4.13

synthetic_requirements_txt/requirements_009_valid.txt

@@ -0,0 +1,6 @@
+scipy==1.8.1
+celery==5.3.4
+alembic==1.7.7
+tensorflow==2.9.0
+pydantic
+tiktoken==0.5.1

synthetic_requirements_txt/requirements_010_invalid.txt

@@ -0,0 +1,6 @@
+pydantic
+starlette==0.27.0
+langchain
+pillow==9.0.1
+uvloop==0.17.0
+pydantic==1.10.13

synthetic_requirements_txt/requirements_011_valid.txt

@@ -0,0 +1,8 @@
+numpy
+scipy==1.10.0
+chromadb==0.4.8
+httpx==0.25.1
+requests==2.31.0
+openai
+pandas==1.3.5
+matplotlib

synthetic_requirements_txt/requirements_012_invalid.txt

@@ -0,0 +1,9 @@
+fastapi==0.99.0
+requests==2.27.1
+alembic==1.12.0
+flax==0.5.1
+torchaudio==0.8.0
+tiktoken
+plotly==5.6.0
+openai
+fastapi==0.78.0

synthetic_requirements_txt/requirements_013_valid.txt

@@ -0,0 +1,9 @@
+sqlalchemy==2.0.20
+gunicorn==20.1.0
+httpx==0.23.0
+opencv-python
+scipy==1.7.3
+chromadb==0.4.23
+scrapy==2.5.1
+celery
+langchain

synthetic_requirements_txt/requirements_014_invalid.txt

@@ -0,0 +1,9 @@
+psycopg2-binary==2.9.3
+opencv-python
+matplotlib==3.5.1
+tensorflow==2.9.0
+uvloop
+pytorch-lightning==2.0.0
+pydantic
+gunicorn==20.1.0
+psycopg2-binary==2.9.3

synthetic_requirements_txt/requirements_015_valid.txt

@@ -0,0 +1,7 @@
+scipy
+requests
+beautifulsoup4
+keras
+jax==0.4.13
+pillow==10.0.0
+matplotlib==3.5.1

synthetic_requirements_txt/requirements_016_invalid.txt

@@ -0,0 +1,7 @@
+starlette
+sqlalchemy==1.4.46
+jax==0.4.13
+plotly
+fastapi==0.99.0
+scrapy==2.5.1
+starlette==0.27.0

synthetic_requirements_txt/requirements_017_valid.txt

@@ -0,0 +1,8 @@
+keras
+torchaudio==2.1.0
+fastapi==0.78.0
+openai==1.6.0
+pillow==10.0.0
+opencv-python==4.8.0.76
+alembic==1.12.0
+seaborn==0.11.2

synthetic_requirements_txt/requirements_018_invalid.txt

@@ -0,0 +1,6 @@
+numpy==1.21.0
+beautifulsoup4==4.10.0
+httpx==0.25.1
+scipy
+redis==4.3.4
+numpy==1.22.0

synthetic_requirements_txt/requirements_019_valid.txt

@@ -0,0 +1,4 @@
+starlette==0.19.1
+tensorflow==2.9.0
+scipy==1.7.3
+requests==2.31.0

synthetic_requirements_txt/requirements_020_invalid.txt

@@ -0,0 +1,9 @@
+pillow==9.0.1
+redis==5.0.1
+weaviate-client==3.21.0
+scipy==1.8.1
+torchvision==0.9.0
+torch==1.8.0
+opencv-python==4.5.5.64
+uvicorn[standard]==0.23.2
+pillow==10.0.0

synthetic_requirements_txt/requirements_021_valid.txt

@@ -0,0 +1,6 @@
+torch
+chromadb==0.4.8
+sqlalchemy
+requests==2.27.1
+seaborn==0.11.2
+pillow==9.0.1

synthetic_requirements_txt/requirements_022_invalid.txt

@@ -0,0 +1,6 @@
+scrapy
+seaborn==0.13.0
+scipy
+openai==0.28.0
+pillow==9.0.1
+scrapy==2.5.1

synthetic_requirements_txt/requirements_023_valid.txt

@@ -0,0 +1,5 @@
+pillow==10.0.0
+chromadb==0.4.23
+pytorch-lightning==1.5.0
+scikit-learn==1.0.2
+openai==0.28.0

synthetic_requirements_txt/requirements_024_invalid.txt

@@ -0,0 +1,11 @@
+fastapi==0.78.0
+scipy==1.7.3
+matplotlib==3.5.1
+langchain==0.0.350
+opencv-python==4.8.0.76
+uvloop
+starlette==0.27.0
+flax==0.5.1
+celery==5.2.7
+httpx==0.23.0
+fastapi==0.99.0

synthetic_requirements_txt/requirements_025_valid.txt

@@ -0,0 +1,10 @@
+langchain
+plotly==5.6.0
+seaborn
+pandas==1.3.5
+chromadb==0.4.8
+httpx==0.23.0
+opencv-python==4.5.5.64
+tensorflow==2.15.0
+scipy==1.7.3
+flax==0.7.2

synthetic_requirements_txt/requirements_026_invalid.txt

@@ -0,0 +1,5 @@
+starlette==0.19.1
+keras==3.0.0
+flax
+openai==0.28.0
+starlette==0.27.0

synthetic_requirements_txt/requirements_027_valid.txt

@@ -0,0 +1,6 @@
+psycopg2-binary
+gunicorn==20.1.0
+httpx==0.23.0
+flax==0.5.1
+torchvision==0.9.0
+torchaudio==0.13.1

synthetic_requirements_txt/requirements_028_invalid.txt

@@ -0,0 +1,10 @@
+tensorflow==1.15.0
+pandas==2.0.3
+matplotlib
+torch==1.13.1
+redis==4.3.4
+uvloop==0.17.0
+uvicorn[standard]==0.23.2
+keras==3.0.0
+alembic
+tiktoken==0.5.1

synthetic_requirements_txt/requirements_029_valid.txt

@@ -0,0 +1,6 @@
+pytorch-lightning==2.0.0
+gunicorn==20.1.0
+keras==2.9.0
+langchain==0.0.350
+matplotlib==3.5.1
+flax==0.5.1

synthetic_requirements_txt/requirements_030_invalid.txt

@@ -0,0 +1,11 @@
+langchain==0.0.350
+openai
+numpy==1.22.0
+uvicorn[standard]==0.17.6
+requests==2.31.0
+pytorch-lightning
+pillow
+httpx==0.25.1
+keras==3.0.0
+alembic
+langchain==0.1.0

synthetic_requirements_txt/requirements_031_valid.txt

@@ -0,0 +1,6 @@
+psycopg2-binary==2.9.3
+fastapi==0.78.0
+torchvision==0.9.0
+scipy
+torch==1.13.1
+sqlalchemy==1.4.46

synthetic_requirements_txt/requirements_032_invalid.txt

@@ -0,0 +1,10 @@
+uvicorn[standard]
+celery==5.2.7
+torchaudio==2.1.0
+seaborn==0.13.0
+matplotlib==3.7.2
+alembic==1.7.7
+keras==3.0.0
+starlette==0.27.0
+flax==0.5.1
+uvicorn[standard]==0.23.2

synthetic_requirements_txt/requirements_033_valid.txt

@@ -0,0 +1,9 @@
+chromadb==0.4.8
+scikit-learn==0.24.2
+uvicorn[standard]
+pandas
+scrapy==2.5.1
+tiktoken==0.5.1
+fastapi
+langchain
+numpy==1.22.0

synthetic_requirements_txt/requirements_034_invalid.txt

@@ -0,0 +1,7 @@
+pillow==10.0.0
+jax==0.3.25
+beautifulsoup4==4.10.0
+seaborn==0.11.2
+plotly==5.17.0
+keras==2.9.0
+pillow==9.0.1

synthetic_requirements_txt/requirements_035_valid.txt

@@ -0,0 +1,10 @@
+fastapi==0.78.0
+langchain==0.0.350
+uvicorn[standard]==0.23.2
+scikit-learn==1.2.2
+pillow==10.0.0
+scipy==1.8.1
+pytorch-lightning==1.5.0
+httpx==0.25.1
+chromadb==0.4.23
+plotly==5.17.0

synthetic_requirements_txt/requirements_036_invalid.txt

@@ -0,0 +1,7 @@
+scipy==1.8.1
+uvloop
+scikit-learn==1.0.2
+jax==0.4.13
+scrapy==2.5.1
+numpy==1.22.0
+scipy==1.7.3

synthetic_requirements_txt/requirements_037_valid.txt

@@ -0,0 +1,10 @@
+httpx
+uvloop
+celery==5.2.7
+openai==1.6.0
+gunicorn==20.1.0
+sqlalchemy==2.0.20
+numpy
+chromadb
+pandas==1.4.4
+torchaudio==0.8.0

synthetic_requirements_txt/requirements_038_invalid.txt

@@ -0,0 +1,8 @@
+chromadb==0.4.8
+openai==0.28.0
+langchain==0.0.350
+pytorch-lightning==1.5.0
+torchvision==0.16.0
+weaviate-client
+redis==4.3.4
+chromadb==0.4.23

synthetic_requirements_txt/requirements_039_valid.txt

@@ -0,0 +1,5 @@
+alembic==1.12.0
+scrapy==2.5.1
+httpx==0.25.1
+plotly==5.17.0
+torchaudio==0.13.1

synthetic_requirements_txt/requirements_040_invalid.txt

@@ -0,0 +1,5 @@
+pytorch-lightning==1.5.0
+torchaudio==2.1.0
+flax==0.5.1
+seaborn==0.13.0
+pytorch-lightning==2.0.0

synthetic_requirements_txt/requirements_041_valid.txt

@@ -0,0 +1,7 @@
+alembic
+pytorch-lightning==2.0.0
+scrapy==2.5.1
+starlette==0.27.0
+psycopg2-binary
+redis==4.3.4
+opencv-python==4.8.0.76

synthetic_requirements_txt/requirements_042_invalid.txt

@@ -0,0 +1,9 @@
+pandas==1.4.4
+tensorflow==1.15.0
+matplotlib==3.5.1
+keras==3.0.0
+flax==0.7.2
+torch==1.8.0
+chromadb==0.4.8
+pillow==9.0.1
+torchaudio==0.13.1

synthetic_requirements_txt/requirements_043_valid.txt

@@ -0,0 +1,6 @@
+numpy==1.23.5
+starlette
+jax==0.4.13
+chromadb==0.4.23
+tiktoken==0.5.1
+httpx

synthetic_requirements_txt/requirements_044_invalid.txt

@@ -0,0 +1,10 @@
+pydantic==1.10.13
+beautifulsoup4==4.10.0
+langchain==0.0.350
+starlette==0.27.0
+sqlalchemy==1.4.46
+scrapy==2.5.1
+gunicorn
+torchvision==0.9.0
+keras==3.0.0
+pydantic==2.3.0

synthetic_requirements_txt/requirements_045_valid.txt

@@ -0,0 +1,7 @@
+plotly==5.17.0
+keras==2.9.0
+scrapy==2.9.0
+requests==2.27.1
+flax
+beautifulsoup4==4.10.0
+opencv-python

synthetic_requirements_txt/requirements_046_invalid.txt

@@ -0,0 +1,6 @@
+flax==0.5.1
+pydantic==2.3.0
+pandas
+jax==0.4.13
+gunicorn==20.1.0
+flax==0.7.2

synthetic_requirements_txt/requirements_047_valid.txt

@@ -0,0 +1,4 @@
+scipy==1.8.1
+chromadb==0.4.23
+torchvision
+scrapy==2.9.0