src.subpages.random_samples

Show random samples. Simple method, but it often turns up interesting things.

 1"""Show random samples. Simple method, but it often turns up interesting things."""
 2import pandas as pd
 3import streamlit as st
 4
 5from src.subpages.page import Context, Page
 6from src.utils import htmlify_labeled_example
 7
 8
 9class RandomSamplesPage(Page):
10    name = "Random Samples"
11    icon = "shuffle"
12
13    def get_widget_defaults(self):
14        return {
15            "random_sample_size_min": 128,
16        }
17
18    def render(self, context: Context):
19        st.title("🎲 Random Samples")
20        with st.expander("💡", expanded=True):
21            st.write(
22                "Show random samples. Simple method, but it often turns up interesting things."
23            )
24
25        random_sample_size = st.number_input(
26            "Random sample size:",
27            value=min(st.session_state.random_sample_size_min, context.split_sample_size),
28            step=16,
29            key="random_sample_size",
30        )
31
32        if st.button("🎲 Resample"):
33            st.experimental_rerun()
34
35        random_indices = context.df.sample(int(random_sample_size)).index
36        samples = context.df_tokens_merged.loc[random_indices]
37
38        for i, idx in enumerate(random_indices):
39            sample = samples.loc[idx]
40
41            if isinstance(sample, pd.Series):
42                continue
43
44            col1, _, col2 = st.columns([0.08, 0.025, 0.8])
45
46            counter = f"<span title='#sample | index' style='display: block; background-color: black; opacity: 1; color: wh^; padding: 0 5px'>[{i+1} | {idx}]</span>"
47            loss = f"<span title='total loss' style='display: block; background-color: yellow; color: gray; padding: 0 5px;'>𝐿 {sample.losses.sum():.3f}</span>"
48            col1.write(f"{counter}{loss}", unsafe_allow_html=True)
49            col1.write("")
50            col2.write(htmlify_labeled_example(sample), unsafe_allow_html=True)
class RandomSamplesPage(src.subpages.page.Page): 
10class RandomSamplesPage(Page):
11    name = "Random Samples"
12    icon = "shuffle"
13
14    def get_widget_defaults(self):
15        return {
16            "random_sample_size_min": 128,
17        }
18
19    def render(self, context: Context):
20        st.title("🎲 Random Samples")
21        with st.expander("💡", expanded=True):
22            st.write(
23                "Show random samples. Simple method, but it often turns up interesting things."
24            )
25
26        random_sample_size = st.number_input(
27            "Random sample size:",
28            value=min(st.session_state.random_sample_size_min, context.split_sample_size),
29            step=16,
30            key="random_sample_size",
31        )
32
33        if st.button("🎲 Resample"):
34            st.experimental_rerun()
35
36        random_indices = context.df.sample(int(random_sample_size)).index
37        samples = context.df_tokens_merged.loc[random_indices]
38
39        for i, idx in enumerate(random_indices):
40            sample = samples.loc[idx]
41
42            if isinstance(sample, pd.Series):
43                continue
44
45            col1, _, col2 = st.columns([0.08, 0.025, 0.8])
46
47            counter = f"<span title='#sample | index' style='display: block; background-color: black; opacity: 1; color: wh^; padding: 0 5px'>[{i+1} | {idx}]</span>"
48            loss = f"<span title='total loss' style='display: block; background-color: yellow; color: gray; padding: 0 5px;'>𝐿 {sample.losses.sum():.3f}</span>"
49            col1.write(f"{counter}{loss}", unsafe_allow_html=True)
50            col1.write("")
51            col2.write(htmlify_labeled_example(sample), unsafe_allow_html=True)

Base class for all pages.

RandomSamplesPage()
name: str = 'Random Samples'
icon: str = 'shuffle'
def get_widget_defaults(self) 
14    def get_widget_defaults(self):
15        return {
16            "random_sample_size_min": 128,
17        }

This function holds the default settings for all the page's widgets.

Returns

dict: A dictionary of widget defaults, where the keys are the widget names and the values are the default.

def render(self, context: src.subpages.page.Context) 
19    def render(self, context: Context):
20        st.title("🎲 Random Samples")
21        with st.expander("💡", expanded=True):
22            st.write(
23                "Show random samples. Simple method, but it often turns up interesting things."
24            )
25
26        random_sample_size = st.number_input(
27            "Random sample size:",
28            value=min(st.session_state.random_sample_size_min, context.split_sample_size),
29            step=16,
30            key="random_sample_size",
31        )
32
33        if st.button("🎲 Resample"):
34            st.experimental_rerun()
35
36        random_indices = context.df.sample(int(random_sample_size)).index
37        samples = context.df_tokens_merged.loc[random_indices]
38
39        for i, idx in enumerate(random_indices):
40            sample = samples.loc[idx]
41
42            if isinstance(sample, pd.Series):
43                continue
44
45            col1, _, col2 = st.columns([0.08, 0.025, 0.8])
46
47            counter = f"<span title='#sample | index' style='display: block; background-color: black; opacity: 1; color: wh^; padding: 0 5px'>[{i+1} | {idx}]</span>"
48            loss = f"<span title='total loss' style='display: block; background-color: yellow; color: gray; padding: 0 5px;'>𝐿 {sample.losses.sum():.3f}</span>"
49            col1.write(f"{counter}{loss}", unsafe_allow_html=True)
50            col1.write("")
51            col2.write(htmlify_labeled_example(sample), unsafe_allow_html=True)

This function renders the page.