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v4/confusions.txt

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+accept except
+advice advise
+advise advice
+affect effect
+allowed aloud
+aloud allowed
+board bored
+bored board
+brake break
+break brake
+cite sight site
+complement compliment
+compliment complement
+effect affect
+except accept
+fair fare
+fare fair
+hear here
+here hear
+hole whole
+it's its
+its it's
+lead led
+led lead
+loose lose
+lose loose
+mail male
+male mail
+meat meet
+meet meat
+passed past
+past passed
+peace piece
+piece peace
+principal principle
+principle principal
+quiet quite
+quite quiet
+right write
+role roll
+roll role
+sale sell
+sell sale
+sight cite site
+site cite sight
+than then
+their there they're
+then than
+there their they're
+they're their there
+thorough though through
+though thorough through
+through thorough though
+too two
+two too
+waist waste
+waste waist
+we're were where
+weak week
+wear where
+weather whether
+week weak
+were we're where
+where we're wear were
+whether weather
+who's whose
+whole hole
+whose who's
+wood would
+would wood
+write right
+you're your
+your you're

v4/metrics.json

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+{
+  "args": {
+    "repo": "cfahlgren1/tinyfix-realword",
+    "run_name": "v4",
+    "real_mistakes": false,
+    "fineweb_tokens": 70000000,
+    "smoltalk_tokens": 50000000,
+    "vocabulary": 20000,
+    "embedding": 96,
+    "hidden": 512,
+    "steps": 90000,
+    "batch": 4096,
+    "learning_rate": 0.002,
+    "output": "/tmp/tinyfix-realword",
+    "no_upload": false
+  },
+  "parameters": 4385921,
+  "validation": {
+    "clean_cases": 199439,
+    "corrupted_cases": 202365,
+    "caught_at_false_0.005": 0.7682,
+    "threshold_at_false_0.005": 3.08,
+    "caught_at_false_0.001": 0.6164,
+    "threshold_at_false_0.001": 5.39,
+    "caught_at_false_0.0005": 0.5517,
+    "threshold_at_false_0.0005": 6.25
+  },
+  "export": {
+    "float_vs_torch_max_difference": 1.71661376953125e-05,
+    "float_mb": 17.59,
+    "model_quint8.onnx": {
+      "mb": 4.54,
+      "pick_agreement": 0.9931,
+      "mean_margin_difference": 0.223
+    },
+    "model_matmul_quint8.onnx": {
+      "mb": 10.36,
+      "pick_agreement": 0.9926,
+      "mean_margin_difference": 0.215
+    }
+  },
+  "train_tokens": 118291713,
+  "train_minutes": 55.7
+}

v4/model.onnx

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+size 17592977

v4/model_matmul_quint8.onnx

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v4/model_quint8.onnx

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