End of training

README.md

@@ -18,113 +18,113 @@ should probably proofread and complete it, then remove this comment. -->
 
 This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the scene_parse_150 dataset.
 It achieves the following results on the evaluation set:
-- Loss: 4.8555
-- Mean Iou: 0.0007
-- Mean Accuracy: 0.0033
-- Overall Accuracy: 0.0141
+- Loss: 1.9666
+- Mean Iou: 0.0001
+- Mean Accuracy: 0.0002
+- Overall Accuracy: 0.0030
 - Accuracy Wall: nan
-- Accuracy Building: 0.0405
-- Accuracy Sky: 0.0574
-- Accuracy Floor: 0.0021
-- Accuracy Tree: 0.0025
+- Accuracy Building: 0.0125
+- Accuracy Sky: 0.0001
+- Accuracy Floor: 0.0002
+- Accuracy Tree: 0.0028
 - Accuracy Ceiling: 0.0
-- Accuracy Road: 0.0222
-- Accuracy Bed : 0.0
-- Accuracy Windowpane: 0.0130
-- Accuracy Grass: nan
+- Accuracy Road: 0.0
+- Accuracy Bed : 0.0021
+- Accuracy Windowpane: 0.0011
+- Accuracy Grass: 0.0
 - Accuracy Cabinet: 0.0
 - Accuracy Sidewalk: 0.0
-- Accuracy Person: nan
+- Accuracy Person: 0.0034
 - Accuracy Earth: 0.0
 - Accuracy Door: 0.0
-- Accuracy Table: 0.0066
+- Accuracy Table: 0.0
 - Accuracy Mountain: 0.0
-- Accuracy Plant: 0.0021
+- Accuracy Plant: 0.0
 - Accuracy Curtain: 0.0
 - Accuracy Chair: 0.0
-- Accuracy Car: 0.0051
+- Accuracy Car: 0.0
 - Accuracy Water: 0.0
 - Accuracy Painting: 0.0
-- Accuracy Sofa: nan
-- Accuracy Shelf: nan
+- Accuracy Sofa: 0.0
+- Accuracy Shelf: 0.0
 - Accuracy House: 0.0
 - Accuracy Sea: 0.0
-- Accuracy Mirror: nan
-- Accuracy Rug: nan
+- Accuracy Mirror: 0.0
+- Accuracy Rug: 0.0
 - Accuracy Field: 0.0
-- Accuracy Armchair: 0.0
+- Accuracy Armchair: nan
 - Accuracy Seat: 0.0
 - Accuracy Fence: 0.0
 - Accuracy Desk: 0.0
 - Accuracy Rock: nan
 - Accuracy Wardrobe: 0.0
-- Accuracy Lamp: nan
+- Accuracy Lamp: 0.0
 - Accuracy Bathtub: nan
-- Accuracy Railing: nan
+- Accuracy Railing: 0.0
 - Accuracy Cushion: nan
-- Accuracy Base: nan
+- Accuracy Base: 0.0
 - Accuracy Box: 0.0
 - Accuracy Column: 0.0
-- Accuracy Signboard: nan
+- Accuracy Signboard: 0.0
 - Accuracy Chest of drawers: nan
-- Accuracy Counter: nan
-- Accuracy Sand: nan
-- Accuracy Sink: nan
-- Accuracy Skyscraper: nan
+- Accuracy Counter: 0.0
+- Accuracy Sand: 0.0
+- Accuracy Sink: 0.0
+- Accuracy Skyscraper: 0.0
 - Accuracy Fireplace: nan
-- Accuracy Refrigerator: nan
-- Accuracy Grandstand: nan
+- Accuracy Refrigerator: 0.0
+- Accuracy Grandstand: 0.0
 - Accuracy Path: nan
 - Accuracy Stairs: 0.0
 - Accuracy Runway: nan
-- Accuracy Case: nan
-- Accuracy Pool table: nan
+- Accuracy Case: 0.0
+- Accuracy Pool table: 0.0
 - Accuracy Pillow: nan
 - Accuracy Screen door: 0.0
-- Accuracy Stairway: nan
-- Accuracy River: nan
+- Accuracy Stairway: 0.0
+- Accuracy River: 0.0
 - Accuracy Bridge: nan
 - Accuracy Bookcase: nan
-- Accuracy Blind: nan
-- Accuracy Coffee table: nan
-- Accuracy Toilet: nan
-- Accuracy Flower: nan
-- Accuracy Book: nan
+- Accuracy Blind: 0.0
+- Accuracy Coffee table: 0.0
+- Accuracy Toilet: 0.0
+- Accuracy Flower: 0.0
+- Accuracy Book: 0.0
 - Accuracy Hill: nan
-- Accuracy Bench: nan
-- Accuracy Countertop: nan
-- Accuracy Stove: nan
-- Accuracy Palm: nan
+- Accuracy Bench: 0.0
+- Accuracy Countertop: 0.0
+- Accuracy Stove: 0.0
+- Accuracy Palm: 0.0
 - Accuracy Kitchen island: nan
-- Accuracy Computer: 0.0
-- Accuracy Swivel chair: nan
+- Accuracy Computer: nan
+- Accuracy Swivel chair: 0.0
 - Accuracy Boat: nan
 - Accuracy Bar: nan
-- Accuracy Arcade machine: nan
+- Accuracy Arcade machine: 0.0
 - Accuracy Hovel: nan
-- Accuracy Bus: nan
+- Accuracy Bus: 0.0
 - Accuracy Towel: 0.0
-- Accuracy Light: nan
+- Accuracy Light: 0.0
 - Accuracy Truck: nan
 - Accuracy Tower: 0.0
-- Accuracy Chandelier: nan
+- Accuracy Chandelier: 0.0
 - Accuracy Awning: 0.0
 - Accuracy Streetlight: nan
-- Accuracy Booth: nan
-- Accuracy Television receiver: 0.0
+- Accuracy Booth: 0.0
+- Accuracy Television receiver: nan
 - Accuracy Airplane: nan
-- Accuracy Dirt track: nan
+- Accuracy Dirt track: 0.0
 - Accuracy Apparel: 0.0
-- Accuracy Pole: nan
+- Accuracy Pole: 0.0
 - Accuracy Land: nan
 - Accuracy Bannister: nan
-- Accuracy Escalator: nan
-- Accuracy Ottoman: nan
+- Accuracy Escalator: 0.0
+- Accuracy Ottoman: 0.0
 - Accuracy Bottle: nan
 - Accuracy Buffet: nan
-- Accuracy Poster: 0.0
+- Accuracy Poster: nan
 - Accuracy Stage: 0.0
-- Accuracy Van: nan
+- Accuracy Van: 0.0
 - Accuracy Ship: nan
 - Accuracy Fountain: nan
 - Accuracy Conveyer belt: nan
@@ -134,75 +134,75 @@ It achieves the following results on the evaluation set:
 - Accuracy Swimming pool: 0.0
 - Accuracy Stool: nan
 - Accuracy Barrel: nan
-- Accuracy Basket: 0.0
+- Accuracy Basket: nan
 - Accuracy Waterfall: nan
-- Accuracy Tent: 0.0
+- Accuracy Tent: nan
 - Accuracy Bag: nan
 - Accuracy Minibike: nan
-- Accuracy Cradle: nan
+- Accuracy Cradle: 0.0
 - Accuracy Oven: nan
 - Accuracy Ball: nan
-- Accuracy Food: 0.0
+- Accuracy Food: nan
 - Accuracy Step: nan
-- Accuracy Tank: nan
+- Accuracy Tank: 0.0
 - Accuracy Trade name: nan
-- Accuracy Microwave: nan
-- Accuracy Pot: nan
+- Accuracy Microwave: 0.0
+- Accuracy Pot: 0.0
 - Accuracy Animal: nan
 - Accuracy Bicycle: nan
 - Accuracy Lake: nan
 - Accuracy Dishwasher: nan
-- Accuracy Screen: nan
+- Accuracy Screen: 0.0
 - Accuracy Blanket: nan
-- Accuracy Sculpture: nan
-- Accuracy Hood: nan
+- Accuracy Sculpture: 0.0
+- Accuracy Hood: 0.0
 - Accuracy Sconce: 0.0
 - Accuracy Vase: nan
-- Accuracy Traffic light: nan
-- Accuracy Tray: nan
-- Accuracy Ashcan: nan
-- Accuracy Fan: nan
+- Accuracy Traffic light: 0.0
+- Accuracy Tray: 0.0
+- Accuracy Ashcan: 0.0
+- Accuracy Fan: 0.0
 - Accuracy Pier: nan
-- Accuracy Crt screen: nan
+- Accuracy Crt screen: 0.0
 - Accuracy Plate: nan
 - Accuracy Monitor: nan
-- Accuracy Bulletin board: nan
+- Accuracy Bulletin board: 0.0
 - Accuracy Shower: nan
-- Accuracy Radiator: nan
+- Accuracy Radiator: 0.0
 - Accuracy Glass: 0.0
 - Accuracy Clock: nan
 - Accuracy Flag: nan
 - Iou Wall: 0.0
-- Iou Building: 0.0141
-- Iou Sky: 0.0213
-- Iou Floor: 0.0013
-- Iou Tree: 0.0008
+- Iou Building: 0.0085
+- Iou Sky: 0.0000
+- Iou Floor: 0.0001
+- Iou Tree: 0.0007
 - Iou Ceiling: 0.0
-- Iou Road: 0.0051
-- Iou Bed : 0.0
-- Iou Windowpane: 0.0090
+- Iou Road: 0.0
+- Iou Bed : 0.0013
+- Iou Windowpane: 0.0008
 - Iou Grass: 0.0
 - Iou Cabinet: 0.0
 - Iou Sidewalk: 0.0
-- Iou Person: 0.0
+- Iou Person: 0.0015
 - Iou Earth: 0.0
 - Iou Door: 0.0
-- Iou Table: 0.0062
+- Iou Table: 0.0
 - Iou Mountain: 0.0
-- Iou Plant: 0.0018
+- Iou Plant: 0.0
 - Iou Curtain: 0.0
 - Iou Chair: 0.0
-- Iou Car: 0.0003
+- Iou Car: 0.0
 - Iou Water: 0.0
 - Iou Painting: 0.0
 - Iou Sofa: 0.0
 - Iou Shelf: 0.0
 - Iou House: 0.0
 - Iou Sea: 0.0
-- Iou Mirror: nan
+- Iou Mirror: 0.0
 - Iou Rug: 0.0
 - Iou Field: 0.0
-- Iou Armchair: 0.0
+- Iou Armchair: nan
 - Iou Seat: 0.0
 - Iou Fence: 0.0
 - Iou Desk: 0.0
@@ -210,104 +210,104 @@ It achieves the following results on the evaluation set:
 - Iou Wardrobe: 0.0
 - Iou Lamp: 0.0
 - Iou Bathtub: nan
-- Iou Railing: nan
+- Iou Railing: 0.0
 - Iou Cushion: nan
 - Iou Base: 0.0
 - Iou Box: 0.0
 - Iou Column: 0.0
 - Iou Signboard: 0.0
 - Iou Chest of drawers: nan
-- Iou Counter: nan
-- Iou Sand: nan
-- Iou Sink: nan
-- Iou Skyscraper: nan
+- Iou Counter: 0.0
+- Iou Sand: 0.0
+- Iou Sink: 0.0
+- Iou Skyscraper: 0.0
 - Iou Fireplace: nan
-- Iou Refrigerator: nan
-- Iou Grandstand: nan
-- Iou Path: 0.0
+- Iou Refrigerator: 0.0
+- Iou Grandstand: 0.0
+- Iou Path: nan
 - Iou Stairs: 0.0
-- Iou Runway: 0.0
-- Iou Case: nan
-- Iou Pool table: nan
+- Iou Runway: nan
+- Iou Case: 0.0
+- Iou Pool table: 0.0
 - Iou Pillow: nan
 - Iou Screen door: 0.0
-- Iou Stairway: nan
+- Iou Stairway: 0.0
 - Iou River: 0.0
-- Iou Bridge: 0.0
+- Iou Bridge: nan
 - Iou Bookcase: nan
 - Iou Blind: 0.0
-- Iou Coffee table: nan
-- Iou Toilet: nan
-- Iou Flower: nan
+- Iou Coffee table: 0.0
+- Iou Toilet: 0.0
+- Iou Flower: 0.0
 - Iou Book: 0.0
 - Iou Hill: nan
 - Iou Bench: 0.0
-- Iou Countertop: nan
+- Iou Countertop: 0.0
 - Iou Stove: 0.0
 - Iou Palm: 0.0
 - Iou Kitchen island: nan
-- Iou Computer: 0.0
-- Iou Swivel chair: nan
+- Iou Computer: nan
+- Iou Swivel chair: 0.0
 - Iou Boat: nan
-- Iou Bar: 0.0
-- Iou Arcade machine: nan
-- Iou Hovel: 0.0
+- Iou Bar: nan
+- Iou Arcade machine: 0.0
+- Iou Hovel: nan
 - Iou Bus: 0.0
 - Iou Towel: 0.0
-- Iou Light: nan
+- Iou Light: 0.0
 - Iou Truck: nan
 - Iou Tower: 0.0
-- Iou Chandelier: nan
+- Iou Chandelier: 0.0
 - Iou Awning: 0.0
 - Iou Streetlight: nan
-- Iou Booth: nan
-- Iou Television receiver: 0.0
+- Iou Booth: 0.0
+- Iou Television receiver: nan
 - Iou Airplane: nan
-- Iou Dirt track: nan
+- Iou Dirt track: 0.0
 - Iou Apparel: 0.0
 - Iou Pole: 0.0
-- Iou Land: 0.0
+- Iou Land: nan
 - Iou Bannister: nan
 - Iou Escalator: 0.0
-- Iou Ottoman: nan
+- Iou Ottoman: 0.0
 - Iou Bottle: nan
-- Iou Buffet: 0.0
-- Iou Poster: 0.0
+- Iou Buffet: nan
+- Iou Poster: nan
 - Iou Stage: 0.0
 - Iou Van: 0.0
 - Iou Ship: nan
 - Iou Fountain: nan
-- Iou Conveyer belt: 0.0
-- Iou Canopy: 0.0
+- Iou Conveyer belt: nan
+- Iou Canopy: nan
 - Iou Washer: nan
 - Iou Plaything: nan
 - Iou Swimming pool: 0.0
 - Iou Stool: nan
 - Iou Barrel: nan
-- Iou Basket: 0.0
+- Iou Basket: nan
 - Iou Waterfall: nan
-- Iou Tent: 0.0
+- Iou Tent: nan
 - Iou Bag: nan
 - Iou Minibike: nan
-- Iou Cradle: nan
+- Iou Cradle: 0.0
 - Iou Oven: nan
-- Iou Ball: 0.0
-- Iou Food: 0.0
+- Iou Ball: nan
+- Iou Food: nan
 - Iou Step: nan
 - Iou Tank: 0.0
 - Iou Trade name: nan
-- Iou Microwave: nan
-- Iou Pot: nan
-- Iou Animal: 0.0
+- Iou Microwave: 0.0
+- Iou Pot: 0.0
+- Iou Animal: nan
 - Iou Bicycle: nan
 - Iou Lake: nan
 - Iou Dishwasher: nan
-- Iou Screen: nan
+- Iou Screen: 0.0
 - Iou Blanket: nan
-- Iou Sculpture: nan
-- Iou Hood: nan
+- Iou Sculpture: 0.0
+- Iou Hood: 0.0
 - Iou Sconce: 0.0
-- Iou Vase: 0.0
+- Iou Vase: nan
 - Iou Traffic light: 0.0
 - Iou Tray: 0.0
 - Iou Ashcan: 0.0
@@ -315,12 +315,12 @@ It achieves the following results on the evaluation set:
 - Iou Pier: nan
 - Iou Crt screen: 0.0
 - Iou Plate: nan
-- Iou Monitor: 0.0
-- Iou Bulletin board: nan
-- Iou Shower: 0.0
-- Iou Radiator: nan
+- Iou Monitor: nan
+- Iou Bulletin board: 0.0
+- Iou Shower: nan
+- Iou Radiator: 0.0
 - Iou Glass: 0.0
-- Iou Clock: 0.0
+- Iou Clock: nan
 - Iou Flag: nan
 
 ## Model description
@@ -346,13 +346,18 @@ The following hyperparameters were used during training:
 - seed: 42
 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
 - lr_scheduler_type: linear
-- num_epochs: 1
+- num_epochs: 5
+- mixed_precision_training: Native AMP
 
 ### Training results
 
 | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Wall | Accuracy Building | Accuracy Sky | Accuracy Floor | Accuracy Tree | Accuracy Ceiling | Accuracy Road | Accuracy Bed  | Accuracy Windowpane | Accuracy Grass | Accuracy Cabinet | Accuracy Sidewalk | Accuracy Person | Accuracy Earth | Accuracy Door | Accuracy Table | Accuracy Mountain | Accuracy Plant | Accuracy Curtain | Accuracy Chair | Accuracy Car | Accuracy Water | Accuracy Painting | Accuracy Sofa | Accuracy Shelf | Accuracy House | Accuracy Sea | Accuracy Mirror | Accuracy Rug | Accuracy Field | Accuracy Armchair | Accuracy Seat | Accuracy Fence | Accuracy Desk | Accuracy Rock | Accuracy Wardrobe | Accuracy Lamp | Accuracy Bathtub | Accuracy Railing | Accuracy Cushion | Accuracy Base | Accuracy Box | Accuracy Column | Accuracy Signboard | Accuracy Chest of drawers | Accuracy Counter | Accuracy Sand | Accuracy Sink | Accuracy Skyscraper | Accuracy Fireplace | Accuracy Refrigerator | Accuracy Grandstand | Accuracy Path | Accuracy Stairs | Accuracy Runway | Accuracy Case | Accuracy Pool table | Accuracy Pillow | Accuracy Screen door | Accuracy Stairway | Accuracy River | Accuracy Bridge | Accuracy Bookcase | Accuracy Blind | Accuracy Coffee table | Accuracy Toilet | Accuracy Flower | Accuracy Book | Accuracy Hill | Accuracy Bench | Accuracy Countertop | Accuracy Stove | Accuracy Palm | Accuracy Kitchen island | Accuracy Computer | Accuracy Swivel chair | Accuracy Boat | Accuracy Bar | Accuracy Arcade machine | Accuracy Hovel | Accuracy Bus | Accuracy Towel | Accuracy Light | Accuracy Truck | Accuracy Tower | Accuracy Chandelier | Accuracy Awning | Accuracy Streetlight | Accuracy Booth | Accuracy Television receiver | Accuracy Airplane | Accuracy Dirt track | Accuracy Apparel | Accuracy Pole | Accuracy Land | Accuracy Bannister | Accuracy Escalator | Accuracy Ottoman | Accuracy Bottle | Accuracy Buffet | Accuracy Poster | Accuracy Stage | Accuracy Van | Accuracy Ship | Accuracy Fountain | Accuracy Conveyer belt | Accuracy Canopy | Accuracy Washer | Accuracy Plaything | Accuracy Swimming pool | Accuracy Stool | Accuracy Barrel | Accuracy Basket | Accuracy Waterfall | Accuracy Tent | Accuracy Bag | Accuracy Minibike | Accuracy Cradle | Accuracy Oven | Accuracy Ball | Accuracy Food | Accuracy Step | Accuracy Tank | Accuracy Trade name | Accuracy Microwave | Accuracy Pot | Accuracy Animal | Accuracy Bicycle | Accuracy Lake | Accuracy Dishwasher | Accuracy Screen | Accuracy Blanket | Accuracy Sculpture | Accuracy Hood | Accuracy Sconce | Accuracy Vase | Accuracy Traffic light | Accuracy Tray | Accuracy Ashcan | Accuracy Fan | Accuracy Pier | Accuracy Crt screen | Accuracy Plate | Accuracy Monitor | Accuracy Bulletin board | Accuracy Shower | Accuracy Radiator | Accuracy Glass | Accuracy Clock | Accuracy Flag | Iou Wall | Iou Building | Iou Sky | Iou Floor | Iou Tree | Iou Ceiling | Iou Road | Iou Bed  | Iou Windowpane | Iou Grass | Iou Cabinet | Iou Sidewalk | Iou Person | Iou Earth | Iou Door | Iou Table | Iou Mountain | Iou Plant | Iou Curtain | Iou Chair | Iou Car | Iou Water | Iou Painting | Iou Sofa | Iou Shelf | Iou House | Iou Sea | Iou Mirror | Iou Rug | Iou Field | Iou Armchair | Iou Seat | Iou Fence | Iou Desk | Iou Rock | Iou Wardrobe | Iou Lamp | Iou Bathtub | Iou Railing | Iou Cushion | Iou Base | Iou Box | Iou Column | Iou Signboard | Iou Chest of drawers | Iou Counter | Iou Sand | Iou Sink | Iou Skyscraper | Iou Fireplace | Iou Refrigerator | Iou Grandstand | Iou Path | Iou Stairs | Iou Runway | Iou Case | Iou Pool table | Iou Pillow | Iou Screen door | Iou Stairway | Iou River | Iou Bridge | Iou Bookcase | Iou Blind | Iou Coffee table | Iou Toilet | Iou Flower | Iou Book | Iou Hill | Iou Bench | Iou Countertop | Iou Stove | Iou Palm | Iou Kitchen island | Iou Computer | Iou Swivel chair | Iou Boat | Iou Bar | Iou Arcade machine | Iou Hovel | Iou Bus | Iou Towel | Iou Light | Iou Truck | Iou Tower | Iou Chandelier | Iou Awning | Iou Streetlight | Iou Booth | Iou Television receiver | Iou Airplane | Iou Dirt track | Iou Apparel | Iou Pole | Iou Land | Iou Bannister | Iou Escalator | Iou Ottoman | Iou Bottle | Iou Buffet | Iou Poster | Iou Stage | Iou Van | Iou Ship | Iou Fountain | Iou Conveyer belt | Iou Canopy | Iou Washer | Iou Plaything | Iou Swimming pool | Iou Stool | Iou Barrel | Iou Basket | Iou Waterfall | Iou Tent | Iou Bag | Iou Minibike | Iou Cradle | Iou Oven | Iou Ball | Iou Food | Iou Step | Iou Tank | Iou Trade name | Iou Microwave | Iou Pot | Iou Animal | Iou Bicycle | Iou Lake | Iou Dishwasher | Iou Screen | Iou Blanket | Iou Sculpture | Iou Hood | Iou Sconce | Iou Vase | Iou Traffic light | Iou Tray | Iou Ashcan | Iou Fan | Iou Pier | Iou Crt screen | Iou Plate | Iou Monitor | Iou Bulletin board | Iou Shower | Iou Radiator | Iou Glass | Iou Clock | Iou Flag |
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-| 4.881         | 1.0   | 9    | 4.8555          | 0.0007   | 0.0033        | 0.0141           | nan           | 0.0405            | 0.0574       | 0.0021         | 0.0025        | 0.0              | 0.0222        | 0.0           | 0.0130              | nan            | 0.0              | 0.0               | nan             | 0.0            | 0.0           | 0.0066         | 0.0               | 0.0021         | 0.0              | 0.0            | 0.0051       | 0.0            | 0.0               | nan           | nan            | 0.0            | 0.0          | nan             | nan          | 0.0            | 0.0               | 0.0           | 0.0            | 0.0           | nan           | 0.0               | nan           | nan              | nan              | nan              | nan           | 0.0          | 0.0             | nan                | nan                       | nan              | nan           | nan           | nan                 | nan                | nan                   | nan                 | nan           | 0.0             | nan             | nan           | nan                 | nan             | 0.0                  | nan               | nan            | nan             | nan               | nan            | nan                   | nan             | nan             | nan           | nan           | nan            | nan                 | nan            | nan           | nan                     | 0.0               | nan                   | nan           | nan          | nan                     | nan            | nan          | 0.0            | nan            | nan            | 0.0            | nan                 | 0.0             | nan                  | nan            | 0.0                          | nan               | nan                 | 0.0              | nan           | nan           | nan                | nan                | nan              | nan             | nan             | 0.0             | 0.0            | nan          | nan           | nan               | nan                    | nan             | nan             | nan                | 0.0                    | nan            | nan             | 0.0             | nan                | 0.0           | nan          | nan               | nan             | nan           | nan           | 0.0           | nan           | nan           | nan                 | nan                | nan          | nan             | nan              | nan           | nan                 | nan             | nan              | nan                | nan           | 0.0             | nan           | nan                    | nan           | nan             | nan          | nan           | nan                 | nan            | nan              | nan                     | nan             | nan               | 0.0            | nan            | nan           | 0.0      | 0.0141       | 0.0213  | 0.0013    | 0.0008   | 0.0         | 0.0051   | 0.0      | 0.0090         | 0.0       | 0.0         | 0.0          | 0.0        | 0.0       | 0.0      | 0.0062    | 0.0          | 0.0018    | 0.0         | 0.0       | 0.0003  | 0.0       | 0.0          | 0.0      | 0.0       | 0.0       | 0.0     | nan        | 0.0     | 0.0       | 0.0          | 0.0      | 0.0       | 0.0      | nan      | 0.0          | 0.0      | nan         | nan         | nan         | 0.0      | 0.0     | 0.0        | 0.0           | nan                  | nan         | nan      | nan      | nan            | nan           | nan              | nan            | 0.0      | 0.0        | 0.0        | nan      | nan            | nan        | 0.0             | nan          | 0.0       | 0.0        | nan          | 0.0       | nan              | nan        | nan        | 0.0      | nan      | 0.0       | nan            | 0.0       | 0.0      | nan                | 0.0          | nan              | nan      | 0.0     | nan                | 0.0       | 0.0     | 0.0       | nan       | nan       | 0.0       | nan            | 0.0        | nan             | nan       | 0.0                     | nan          | nan            | 0.0         | 0.0      | 0.0      | nan           | 0.0           | nan         | nan        | 0.0        | 0.0        | 0.0       | 0.0     | nan      | nan          | 0.0               | 0.0        | nan        | nan           | 0.0               | nan       | nan        | 0.0        | nan           | 0.0      | nan     | nan          | nan        | nan      | 0.0      | 0.0      | nan      | 0.0      | nan            | nan           | nan     | 0.0        | nan         | nan      | nan            | nan        | nan         | nan           | nan      | 0.0        | 0.0      | 0.0               | 0.0      | 0.0        | 0.0     | nan      | 0.0            | nan       | 0.0         | nan                | 0.0        | nan          | 0.0       | 0.0       | nan      |
+| 3.1115        | 1.0   | 29   | 2.8306          | 0.0002   | 0.0004        | 0.0060           | nan           | 0.0270            | 0.0001       | 0.0000         | 0.0039        | 0.0              | 0.0           | 0.0031        | 0.0                 | 0.0            | 0.0              | 0.0               | 0.0009          | 0.0            | 0.0           | 0.0            | 0.0               | 0.0            | 0.0              | 0.0            | 0.0          | 0.0            | 0.0               | 0.0           | 0.0            | 0.0            | 0.0          | 0.0             | 0.0          | 0.0            | nan               | 0.0           | 0.0            | 0.0           | nan           | 0.0               | 0.0           | nan              | 0.0              | nan              | 0.0           | 0.0          | 0.0             | 0.0                | nan                       | 0.0              | 0.0           | 0.0           | 0.0                 | nan                | 0.0                   | 0.0                 | nan           | 0.0             | nan             | 0.0           | 0.0                 | nan             | 0.0                  | 0.0               | 0.0            | nan             | nan               | 0.0            | 0.0                   | 0.0             | 0.0             | 0.0           | nan           | 0.0            | 0.0                 | 0.0            | 0.0           | nan                     | nan               | 0.0                   | nan           | nan          | 0.0                     | nan            | 0.0          | 0.0            | 0.0            | nan            | 0.0            | 0.0                 | 0.0             | nan                  | 0.0            | nan                          | nan               | 0.0                 | 0.0              | 0.0           | nan           | nan                | 0.0                | 0.0              | nan             | nan             | nan             | 0.0            | 0.0          | nan           | nan               | nan                    | nan             | nan             | nan                | 0.0                    | nan            | nan             | nan             | nan                | nan           | nan          | nan               | 0.0             | nan           | nan           | nan           | nan           | 0.0           | nan                 | 0.0                | 0.0          | nan             | nan              | nan           | nan                 | 0.0             | nan              | 0.0                | 0.0           | 0.0             | nan           | 0.0                    | 0.0           | 0.0             | 0.0          | nan           | 0.0                 | nan            | nan              | 0.0                     | nan             | 0.0               | 0.0            | nan            | nan           | 0.0      | 0.0152       | 0.0000  | 0.0000    | 0.0007   | 0.0         | 0.0      | 0.0019   | 0.0            | 0.0       | 0.0         | 0.0          | 0.0005     | 0.0       | 0.0      | 0.0       | 0.0          | 0.0       | 0.0         | 0.0       | 0.0     | 0.0       | 0.0          | 0.0      | 0.0       | 0.0       | 0.0     | 0.0        | 0.0     | 0.0       | nan          | 0.0      | 0.0       | 0.0      | nan      | 0.0          | 0.0      | nan         | 0.0         | nan         | 0.0      | 0.0     | 0.0        | 0.0           | nan                  | 0.0         | 0.0      | 0.0      | 0.0            | nan           | 0.0              | 0.0            | nan      | 0.0        | nan        | 0.0      | 0.0            | nan        | 0.0             | 0.0          | 0.0       | nan        | nan          | 0.0       | 0.0              | 0.0        | 0.0        | 0.0      | nan      | 0.0       | 0.0            | 0.0       | 0.0      | nan                | nan          | 0.0              | nan      | nan     | 0.0                | nan       | 0.0     | 0.0       | 0.0       | nan       | 0.0       | 0.0            | 0.0        | nan             | 0.0       | nan                     | nan          | 0.0            | 0.0         | 0.0      | nan      | nan           | 0.0           | 0.0         | nan        | nan        | nan        | 0.0       | 0.0     | nan      | nan          | nan               | nan        | nan        | nan           | 0.0               | nan       | nan        | nan        | nan           | nan      | nan     | nan          | 0.0        | nan      | nan      | nan      | nan      | 0.0      | nan            | 0.0           | 0.0     | nan        | nan         | nan      | nan            | 0.0        | nan         | 0.0           | 0.0      | 0.0        | nan      | 0.0               | 0.0      | 0.0        | 0.0     | nan      | 0.0            | nan       | nan         | 0.0                | nan        | 0.0          | 0.0       | nan       | nan      |
+| 2.4701        | 2.0   | 58   | 2.2969          | 0.0002   | 0.0003        | 0.0041           | nan           | 0.0176            | 0.0001       | 0.0001         | 0.0031        | 0.0000           | 0.0           | 0.0021        | 0.0002              | 0.0            | 0.0              | 0.0               | 0.0021          | 0.0            | 0.0           | 0.0            | 0.0               | 0.0            | 0.0              | 0.0            | 0.0          | 0.0            | 0.0               | 0.0           | 0.0            | 0.0            | 0.0          | 0.0             | 0.0          | 0.0            | nan               | 0.0           | 0.0            | 0.0           | nan           | 0.0               | 0.0           | nan              | 0.0              | nan              | 0.0           | 0.0          | 0.0             | 0.0                | nan                       | 0.0              | 0.0           | 0.0           | 0.0                 | nan                | 0.0                   | 0.0                 | nan           | 0.0             | nan             | 0.0           | 0.0                 | nan             | 0.0                  | 0.0               | 0.0            | nan             | nan               | 0.0            | 0.0                   | 0.0             | 0.0             | 0.0           | nan           | 0.0            | 0.0                 | 0.0            | 0.0           | nan                     | nan               | 0.0                   | nan           | nan          | 0.0                     | nan            | 0.0          | 0.0            | 0.0            | nan            | 0.0            | 0.0                 | 0.0             | nan                  | 0.0            | nan                          | nan               | 0.0                 | 0.0              | 0.0           | nan           | nan                | 0.0                | 0.0              | nan             | nan             | nan             | 0.0            | 0.0          | nan           | nan               | nan                    | nan             | nan             | nan                | 0.0                    | nan            | nan             | nan             | nan                | nan           | nan          | nan               | 0.0             | nan           | nan           | nan           | nan           | 0.0           | nan                 | 0.0                | 0.0          | nan             | nan              | nan           | nan                 | 0.0             | nan              | 0.0                | 0.0           | 0.0             | nan           | 0.0                    | 0.0           | 0.0             | 0.0          | nan           | 0.0                 | nan            | nan              | 0.0                     | nan             | 0.0               | 0.0            | nan            | nan           | 0.0      | 0.0114       | 0.0000  | 0.0001    | 0.0007   | 0.0000      | 0.0      | 0.0013   | 0.0002         | 0.0       | 0.0         | 0.0          | 0.0011     | 0.0       | 0.0      | 0.0       | 0.0          | 0.0       | 0.0         | 0.0       | 0.0     | 0.0       | 0.0          | 0.0      | 0.0       | 0.0       | 0.0     | 0.0        | 0.0     | 0.0       | nan          | 0.0      | 0.0       | 0.0      | nan      | 0.0          | 0.0      | nan         | 0.0         | nan         | 0.0      | 0.0     | 0.0        | 0.0           | nan                  | 0.0         | 0.0      | 0.0      | 0.0            | nan           | 0.0              | 0.0            | nan      | 0.0        | nan        | 0.0      | 0.0            | nan        | 0.0             | 0.0          | 0.0       | nan        | nan          | 0.0       | 0.0              | 0.0        | 0.0        | 0.0      | nan      | 0.0       | 0.0            | 0.0       | 0.0      | nan                | nan          | 0.0              | nan      | nan     | 0.0                | nan       | 0.0     | 0.0       | 0.0       | nan       | 0.0       | 0.0            | 0.0        | nan             | 0.0       | nan                     | nan          | 0.0            | 0.0         | 0.0      | nan      | nan           | 0.0           | 0.0         | nan        | nan        | nan        | 0.0       | 0.0     | nan      | nan          | nan               | nan        | nan        | nan           | 0.0               | nan       | nan        | nan        | nan           | nan      | nan     | nan          | 0.0        | nan      | nan      | nan      | nan      | 0.0      | nan            | 0.0           | 0.0     | nan        | nan         | nan      | nan            | 0.0        | nan         | 0.0           | 0.0      | 0.0        | nan      | 0.0               | 0.0      | 0.0        | 0.0     | nan      | 0.0            | nan       | nan         | 0.0                | nan        | 0.0          | 0.0       | nan       | nan      |
+| 2.1322        | 3.0   | 87   | 2.0686          | 0.0001   | 0.0002        | 0.0023           | nan           | 0.0092            | 0.0002       | 0.0002         | 0.0031        | 0.0              | 0.0           | 0.0022        | 0.0010              | 0.0            | 0.0              | 0.0               | 0.0030          | 0.0            | 0.0           | 0.0            | 0.0               | 0.0            | 0.0              | 0.0            | 0.0          | 0.0            | 0.0               | 0.0           | 0.0            | 0.0            | 0.0          | 0.0             | 0.0          | 0.0            | nan               | 0.0           | 0.0            | 0.0           | nan           | 0.0               | 0.0           | nan              | 0.0              | nan              | 0.0           | 0.0          | 0.0             | 0.0                | nan                       | 0.0              | 0.0           | 0.0           | 0.0                 | nan                | 0.0                   | 0.0                 | nan           | 0.0             | nan             | 0.0           | 0.0                 | nan             | 0.0                  | 0.0               | 0.0            | nan             | nan               | 0.0            | 0.0                   | 0.0             | 0.0             | 0.0           | nan           | 0.0            | 0.0                 | 0.0            | 0.0           | nan                     | nan               | 0.0                   | nan           | nan          | 0.0                     | nan            | 0.0          | 0.0            | 0.0            | nan            | 0.0            | 0.0                 | 0.0             | nan                  | 0.0            | nan                          | nan               | 0.0                 | 0.0              | 0.0           | nan           | nan                | 0.0                | 0.0              | nan             | nan             | nan             | 0.0            | 0.0          | nan           | nan               | nan                    | nan             | nan             | nan                | 0.0                    | nan            | nan             | nan             | nan                | nan           | nan          | nan               | 0.0             | nan           | nan           | nan           | nan           | 0.0           | nan                 | 0.0                | 0.0          | nan             | nan              | nan           | nan                 | 0.0             | nan              | 0.0                | 0.0           | 0.0             | nan           | 0.0                    | 0.0           | 0.0             | 0.0          | nan           | 0.0                 | nan            | nan              | 0.0                     | nan             | 0.0               | 0.0            | nan            | nan           | 0.0      | 0.0063       | 0.0000  | 0.0001    | 0.0007   | 0.0         | 0.0      | 0.0013   | 0.0008         | 0.0       | 0.0         | 0.0          | 0.0014     | 0.0       | 0.0      | 0.0       | 0.0          | 0.0       | 0.0         | 0.0       | 0.0     | 0.0       | 0.0          | 0.0      | 0.0       | 0.0       | 0.0     | 0.0        | 0.0     | 0.0       | nan          | 0.0      | 0.0       | 0.0      | nan      | 0.0          | 0.0      | nan         | 0.0         | nan         | 0.0      | 0.0     | 0.0        | 0.0           | nan                  | 0.0         | 0.0      | 0.0      | 0.0            | nan           | 0.0              | 0.0            | nan      | 0.0        | nan        | 0.0      | 0.0            | nan        | 0.0             | 0.0          | 0.0       | nan        | nan          | 0.0       | 0.0              | 0.0        | 0.0        | 0.0      | nan      | 0.0       | 0.0            | 0.0       | 0.0      | nan                | nan          | 0.0              | nan      | nan     | 0.0                | nan       | 0.0     | 0.0       | 0.0       | nan       | 0.0       | 0.0            | 0.0        | nan             | 0.0       | nan                     | nan          | 0.0            | 0.0         | 0.0      | nan      | nan           | 0.0           | 0.0         | nan        | nan        | nan        | 0.0       | 0.0     | nan      | nan          | nan               | nan        | nan        | nan           | 0.0               | nan       | nan        | nan        | nan           | nan      | nan     | nan          | 0.0        | nan      | nan      | nan      | nan      | 0.0      | nan            | 0.0           | 0.0     | nan        | nan         | nan      | nan            | 0.0        | nan         | 0.0           | 0.0      | 0.0        | nan      | 0.0               | 0.0      | 0.0        | 0.0     | nan      | 0.0            | nan       | nan         | 0.0                | nan        | 0.0          | 0.0       | nan       | nan      |
+| 1.9709        | 4.0   | 116  | 1.9821          | 0.0001   | 0.0002        | 0.0029           | nan           | 0.0123            | 0.0001       | 0.0002         | 0.0020        | 0.0              | 0.0           | 0.0026        | 0.0009              | 0.0            | 0.0              | 0.0               | 0.0027          | 0.0            | 0.0           | 0.0            | 0.0               | 0.0            | 0.0              | 0.0            | 0.0          | 0.0            | 0.0               | 0.0           | 0.0            | 0.0            | 0.0          | 0.0             | 0.0          | 0.0            | nan               | 0.0           | 0.0            | 0.0           | nan           | 0.0               | 0.0           | nan              | 0.0              | nan              | 0.0           | 0.0          | 0.0             | 0.0                | nan                       | 0.0              | 0.0           | 0.0           | 0.0                 | nan                | 0.0                   | 0.0                 | nan           | 0.0             | nan             | 0.0           | 0.0                 | nan             | 0.0                  | 0.0               | 0.0            | nan             | nan               | 0.0            | 0.0                   | 0.0             | 0.0             | 0.0           | nan           | 0.0            | 0.0                 | 0.0            | 0.0           | nan                     | nan               | 0.0                   | nan           | nan          | 0.0                     | nan            | 0.0          | 0.0            | 0.0            | nan            | 0.0            | 0.0                 | 0.0             | nan                  | 0.0            | nan                          | nan               | 0.0                 | 0.0              | 0.0           | nan           | nan                | 0.0                | 0.0              | nan             | nan             | nan             | 0.0            | 0.0          | nan           | nan               | nan                    | nan             | nan             | nan                | 0.0                    | nan            | nan             | nan             | nan                | nan           | nan          | nan               | 0.0             | nan           | nan           | nan           | nan           | 0.0           | nan                 | 0.0                | 0.0          | nan             | nan              | nan           | nan                 | 0.0             | nan              | 0.0                | 0.0           | 0.0             | nan           | 0.0                    | 0.0           | 0.0             | 0.0          | nan           | 0.0                 | nan            | nan              | 0.0                     | nan             | 0.0               | 0.0            | nan            | nan           | 0.0      | 0.0080       | 0.0000  | 0.0001    | 0.0006   | 0.0         | 0.0      | 0.0015   | 0.0006         | 0.0       | 0.0         | 0.0          | 0.0012     | 0.0       | 0.0      | 0.0       | 0.0          | 0.0       | 0.0         | 0.0       | 0.0     | 0.0       | 0.0          | 0.0      | 0.0       | 0.0       | 0.0     | 0.0        | 0.0     | 0.0       | nan          | 0.0      | 0.0       | 0.0      | nan      | 0.0          | 0.0      | nan         | 0.0         | nan         | 0.0      | 0.0     | 0.0        | 0.0           | nan                  | 0.0         | 0.0      | 0.0      | 0.0            | nan           | 0.0              | 0.0            | nan      | 0.0        | nan        | 0.0      | 0.0            | nan        | 0.0             | 0.0          | 0.0       | nan        | nan          | 0.0       | 0.0              | 0.0        | 0.0        | 0.0      | nan      | 0.0       | 0.0            | 0.0       | 0.0      | nan                | nan          | 0.0              | nan      | nan     | 0.0                | nan       | 0.0     | 0.0       | 0.0       | nan       | 0.0       | 0.0            | 0.0        | nan             | 0.0       | nan                     | nan          | 0.0            | 0.0         | 0.0      | nan      | nan           | 0.0           | 0.0         | nan        | nan        | nan        | 0.0       | 0.0     | nan      | nan          | nan               | nan        | nan        | nan           | 0.0               | nan       | nan        | nan        | nan           | nan      | nan     | nan          | 0.0        | nan      | nan      | nan      | nan      | 0.0      | nan            | 0.0           | 0.0     | nan        | nan         | nan      | nan            | 0.0        | nan         | 0.0           | 0.0      | 0.0        | nan      | 0.0               | 0.0      | 0.0        | 0.0     | nan      | 0.0            | nan       | nan         | 0.0                | nan        | 0.0          | 0.0       | nan       | nan      |
+| 1.9092        | 5.0   | 145  | 1.9666          | 0.0001   | 0.0002        | 0.0030           | nan           | 0.0125            | 0.0001       | 0.0002         | 0.0028        | 0.0              | 0.0           | 0.0021        | 0.0011              | 0.0            | 0.0              | 0.0               | 0.0034          | 0.0            | 0.0           | 0.0            | 0.0               | 0.0            | 0.0              | 0.0            | 0.0          | 0.0            | 0.0               | 0.0           | 0.0            | 0.0            | 0.0          | 0.0             | 0.0          | 0.0            | nan               | 0.0           | 0.0            | 0.0           | nan           | 0.0               | 0.0           | nan              | 0.0              | nan              | 0.0           | 0.0          | 0.0             | 0.0                | nan                       | 0.0              | 0.0           | 0.0           | 0.0                 | nan                | 0.0                   | 0.0                 | nan           | 0.0             | nan             | 0.0           | 0.0                 | nan             | 0.0                  | 0.0               | 0.0            | nan             | nan               | 0.0            | 0.0                   | 0.0             | 0.0             | 0.0           | nan           | 0.0            | 0.0                 | 0.0            | 0.0           | nan                     | nan               | 0.0                   | nan           | nan          | 0.0                     | nan            | 0.0          | 0.0            | 0.0            | nan            | 0.0            | 0.0                 | 0.0             | nan                  | 0.0            | nan                          | nan               | 0.0                 | 0.0              | 0.0           | nan           | nan                | 0.0                | 0.0              | nan             | nan             | nan             | 0.0            | 0.0          | nan           | nan               | nan                    | nan             | nan             | nan                | 0.0                    | nan            | nan             | nan             | nan                | nan           | nan          | nan               | 0.0             | nan           | nan           | nan           | nan           | 0.0           | nan                 | 0.0                | 0.0          | nan             | nan              | nan           | nan                 | 0.0             | nan              | 0.0                | 0.0           | 0.0             | nan           | 0.0                    | 0.0           | 0.0             | 0.0          | nan           | 0.0                 | nan            | nan              | 0.0                     | nan             | 0.0               | 0.0            | nan            | nan           | 0.0      | 0.0085       | 0.0000  | 0.0001    | 0.0007   | 0.0         | 0.0      | 0.0013   | 0.0008         | 0.0       | 0.0         | 0.0          | 0.0015     | 0.0       | 0.0      | 0.0       | 0.0          | 0.0       | 0.0         | 0.0       | 0.0     | 0.0       | 0.0          | 0.0      | 0.0       | 0.0       | 0.0     | 0.0        | 0.0     | 0.0       | nan          | 0.0      | 0.0       | 0.0      | nan      | 0.0          | 0.0      | nan         | 0.0         | nan         | 0.0      | 0.0     | 0.0        | 0.0           | nan                  | 0.0         | 0.0      | 0.0      | 0.0            | nan           | 0.0              | 0.0            | nan      | 0.0        | nan        | 0.0      | 0.0            | nan        | 0.0             | 0.0          | 0.0       | nan        | nan          | 0.0       | 0.0              | 0.0        | 0.0        | 0.0      | nan      | 0.0       | 0.0            | 0.0       | 0.0      | nan                | nan          | 0.0              | nan      | nan     | 0.0                | nan       | 0.0     | 0.0       | 0.0       | nan       | 0.0       | 0.0            | 0.0        | nan             | 0.0       | nan                     | nan          | 0.0            | 0.0         | 0.0      | nan      | nan           | 0.0           | 0.0         | nan        | nan        | nan        | 0.0       | 0.0     | nan      | nan          | nan               | nan        | nan        | nan           | 0.0               | nan       | nan        | nan        | nan           | nan      | nan     | nan          | 0.0        | nan      | nan      | nan      | nan      | 0.0      | nan            | 0.0           | 0.0     | nan        | nan         | nan      | nan            | 0.0        | nan         | 0.0           | 0.0      | 0.0        | nan      | 0.0               | 0.0      | 0.0        | 0.0     | nan      | 0.0            | nan       | nan         | 0.0                | nan        | 0.0          | 0.0       | nan       | nan      |
 
 
 ### Framework versions

adapter_config.json

@@ -20,12 +20,13 @@
     "decode_head"
   ],
   "peft_type": "LORA",
-  "r": 32,
+  "r": 16,
   "rank_pattern": {},
   "revision": null,
   "target_modules": [
     "query",
-    "value"
+    "value",
+    "key"
   ],
   "task_type": null
 }

adapter_model.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:783285469ae11b0eb78eeaad0d3185e8a1337b4932a5dab7f8adf6ec6ba0c3a1
-size 2266120
+oid sha256:208aae104045a284477fa9d47712d493a7a5968ff0dc6b6df5e3087323185f13
+size 2137376

training_args.bin

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a8ff7d5b8023add0bb1274ba511844e3756b5bd86e329b0d3b6b6120bbe081da
+oid sha256:ed826e97287d12004a17aa818f36f78c96ad837b48d7f829c6ac220fcbbd9ceb
 size 4347